{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "78c816ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cfb06c73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Rebuttal 1: Fractional Knapsack\n",
    "# Loss versus Degree\n",
    "degree_set = [1, 2, 4, 6]\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "fig.set_figwidth(12)\n",
    "fig.set_figheight(10)\n",
    "for i in range(len(degree_set)):\n",
    "    globals()[f\"Data_deg{degree_set[i]}\"] = np.loadtxt(os.path.join('Rebuttal1_Degree', f\"Loss_degree_{degree_set[i]}\"))\n",
    "    columns = [\"RF\", \"OLS\", \"Ridge\", \"PolyRidge\", \"RbfRidge\", \"SPO+\", \"MOM\", \"PolyMOM\", \"RbfMOM\"]\n",
    "    globals()[f\"Data_deg{degree_set[i]}\"] = pd.DataFrame(globals()[f\"Data_deg{degree_set[i]}\"], columns = columns)\n",
    "    columns = [\"RF\", \"OLS\", \"Ridge\", \"PolyRidge\", \"RbfRidge\", \"SPO+\", \"MOM\", \"PolyMOM\", \"RbfMOM\"]\n",
    "    sns.boxplot(data = globals()[f\"Data_deg{degree_set[i]}\"], showfliers = False, ax=axs[int(i/2)][i%2])\n",
    "    axs[int(i/2)][i%2].set_title(f\"Degree {degree_set[i]}\", fontsize=22)\n",
    "    if i%2 == 0:\n",
    "        axs[int(i/2)][i%2].set_ylabel('Relative Loss', fontsize=22)\n",
    "    axs[int(i/2)][i%2].tick_params(axis='x', rotation=45, labelsize=18)\n",
    "    axs[int(i/2)][i%2].tick_params(axis='y', labelsize=18)\n",
    "\n",
    "x = 0.00\n",
    "y = 1.03\n",
    "fig.text(0.05+x, y+0.05, 'Random Forest',\n",
    "         backgroundcolor=sns.color_palette()[0], color='white', weight='roman',\n",
    "         size='x-large')\n",
    "fig.text(0.19+x, y+0.05, 'Ordinary Least Squares',\n",
    "         backgroundcolor=sns.color_palette()[1],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.40+x, y+0.05, 'Ridge Regression',\n",
    "         backgroundcolor=sns.color_palette()[2],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.56+x, y+0.05, 'Polynomial Kernelized Ridge',\n",
    "         backgroundcolor=sns.color_palette()[3],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.81+x, y+0.05, 'Rbf Kernelized Ridge',\n",
    "         backgroundcolor=sns.color_palette()[4],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.05+x, y, 'SPO+',\n",
    "         backgroundcolor=sns.color_palette()[5],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.111+x, y, 'Maximum Optimality Margin',\n",
    "         backgroundcolor=sns.color_palette()[6],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.363+x, y, 'Polynomial Kernelized MOM',\n",
    "         backgroundcolor=sns.color_palette()[7],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.608+x, y, 'Rbf Kernelized MOM',\n",
    "         backgroundcolor=sns.color_palette()[8],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"Experiment6-1.eps\", bbox_inches='tight')\n",
    "plt.savefig(\"Experiment6-1.jpg\", bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f37b25c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Rebuttal 2: Shortest Path\n",
    "# Loss versus Degree\n",
    "degree_set = [1, 2, 4, 6]\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "fig.set_figwidth(12)\n",
    "fig.set_figheight(10)\n",
    "for i in range(len(degree_set)):\n",
    "    globals()[f\"Data_deg{degree_set[i]}\"] = np.loadtxt(os.path.join('Rebuttal2_Degree', f\"Loss_degree_{degree_set[i]}\"))\n",
    "    columns = [\"RF\", \"OLS\", \"Ridge\", \"PolyRidge\", \"RbfRidge\", \"SPO+\", \"MOM\", \"PolyMOM\", \"RbfMOM\"]\n",
    "    globals()[f\"Data_deg{degree_set[i]}\"] = pd.DataFrame(globals()[f\"Data_deg{degree_set[i]}\"], columns = columns)\n",
    "    columns = [\"RF\", \"OLS\", \"Ridge\", \"PolyRidge\", \"RbfRidge\", \"SPO+\", \"MOM\", \"PolyMOM\", \"RbfMOM\"]\n",
    "    sns.boxplot(data = globals()[f\"Data_deg{degree_set[i]}\"], showfliers = False, ax=axs[int(i/2)][i%2])\n",
    "    axs[int(i/2)][i%2].set_title(f\"Degree {degree_set[i]}\", fontsize=22)\n",
    "    if i%2 == 0:\n",
    "        axs[int(i/2)][i%2].set_ylabel('Relative Loss', fontsize=22)\n",
    "    axs[int(i/2)][i%2].tick_params(axis='x', rotation=45, labelsize=18)\n",
    "    axs[int(i/2)][i%2].tick_params(axis='y', labelsize=18)\n",
    "\n",
    "x = 0.00\n",
    "y = 1.03\n",
    "fig.text(0.05+x, y+0.05, 'Random Forest',\n",
    "         backgroundcolor=sns.color_palette()[0], color='white', weight='roman',\n",
    "         size='x-large')\n",
    "fig.text(0.19+x, y+0.05, 'Ordinary Least Squares',\n",
    "         backgroundcolor=sns.color_palette()[1],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.40+x, y+0.05, 'Ridge Regression',\n",
    "         backgroundcolor=sns.color_palette()[2],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.56+x, y+0.05, 'Polynomial Kernelized Ridge',\n",
    "         backgroundcolor=sns.color_palette()[3],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.81+x, y+0.05, 'Rbf Kernelized Ridge',\n",
    "         backgroundcolor=sns.color_palette()[4],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.05+x, y, 'SPO+',\n",
    "         backgroundcolor=sns.color_palette()[5],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.111+x, y, 'Maximum Optimality Margin',\n",
    "         backgroundcolor=sns.color_palette()[6],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.363+x, y, 'Polynomial Kernelized MOM',\n",
    "         backgroundcolor=sns.color_palette()[7],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "fig.text(0.608+x, y, 'Rbf Kernelized MOM',\n",
    "         backgroundcolor=sns.color_palette()[8],\n",
    "         color='white', weight='roman', size='x-large')\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"Experiment7-1.eps\", bbox_inches='tight')\n",
    "plt.savefig(\"Experiment7-1.jpg\", bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
